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Unlocking AI Efficiency: Leveraging the Dell Enterprise Hub Portal on Hugging Face

Dell Products & Services White Papers

Unlocking AI Efficiency: Leveraging the Dell Enterprise Hub Portal on Hugging Face

This document outlines the benefits and capabilities of using the Dell Enterprise Hub Portal on Hugging Face, and deploying optimized, self-contained containers on a validated Dell infrastructure featuring the latest models available.

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Data Versioning for Reproducible and Auditable AI Datasets with Dell AI Data Platform

Blogs

Data Versioning for Reproducible and Auditable AI Datasets with Dell AI Data Platform

Introduction When your AI datasets keep changing, compliance and governance become critical challenges. Organizations are currently training, evaluating, and deploying models on live, evolving data. Compliance now requires every AI outcome to be reproducible, auditable, and explainable. But can you reproduce, audit, and govern every dataset state? The Challenge: AI ...

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WASM your way to the cloud

Blogs

WASM your way to the cloud

At its core, WebAssembly (WASM) provides a lightweight, portable, and secure binary application format. WASM, which is best known for its use within browsers, runs across platforms and is an evolution in the way developers create and deploy applications. Computing has evolved from bare-metal to virtual machines and more recently ...

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NVIDIA NIM Operator 3.0: A Leap Forward in Scalable AI Inference

Blogs

NVIDIA NIM Operator 3.0: A Leap Forward in Scalable AI Inference

Overview With the release of NIM Operator 3.0 , NVIDIA continues to push the boundaries of scalable AI inference on Kubernetes. This version introduces a suite of powerful features that are designed to meet the needs of both enterprise and government-grade deployments, while also simplifying the deployment of large language ...

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Introduction to Using the GenAI-Perf Tool on Dell Servers

Blogs

Introduction to Using the GenAI-Perf Tool on Dell Servers

Overview Performance analysis is a critical component that ensures the efficiency and reliability of models during the inference phase of a machine learning life cycle. For example, using a concurrency mode or request rate mode to simulate load on a server helps you understand various load conditions that are crucial ...

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Streamlining Lab Infrastructure with Ansible Terraform and AWS

Blogs

Streamlining Lab Infrastructure with Ansible Terraform and AWS

A core tenet of DevOps culture is automation. DevOps is of course not limited to automation, it’s a major organizational mindset shift that comes along with cultural, organizational and technological changes to ultimately be able to deliver software more efficiently and effectively while keeping high quality standards. Of course, this ...

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Concept Astro by Dell Technologies: a vision for the future of efficient data center operations

Blogs

Concept Astro by Dell Technologies: a vision for the future of efficient data center operations

Empowering Operators with Advanced Tools and Streamlined Reporting Executive Summary Data centers today face unprecedented challenges and opportunities driven by surging AI workloads, rising energy demands, and increasingly stringent environmental regulations. Traditional methods focused on maximizing uptime and incremental efficiency improvements are insufficient. IT decision-makers (ITDMs) now require advanced tools ...

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NEW! DevOps Dispatch Podcast Series

Blogs

NEW! DevOps Dispatch Podcast Series

As we head into conference season and prepare to soak up the massive doses of community, education, technology and show floors, Dell Technologies wanted to help you consume on the go and from home with our new DevOps Dispatch podcast series. DevOps Dispatch is a show that brings you the ...

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Dell RAN RU DRU79440-1

Documents

Dell RAN RU DRU79440-1

Showcasing Dell's high-performance, O-RAN compliant 5G radio unit designed for the 3GPP n79 sub-band (4400–4700 MHz). With 4x40W output power and an energy-efficient design, it delivers seamless integration, scalability, and reliable 5G coverage.

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On-the-Fly Quantization with Dell Enterprise Hub

Podcasts

On-the-Fly Quantization with Dell Enterprise Hub

<span class="fr-mk" style="display: none;"> </span> The On the fly quantization blog explores how various quantization methods can be easily leveraged via Dell Enterprise Hub and Hugging Face's Text Generation Inference (TGI) framework for deploying large language models (LLMs). The analysis includes a comparison of resource utilization (GPU memory) and performance ...

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Advanced Fine-tuning with Dell Enterprise Hub

Blogs

Advanced Fine-tuning with Dell Enterprise Hub

Background The Dell Enterprise Hub (DEH) by Dell Technologies and Hugging Face enables faster time to value for on-premises AI solutions. It provides an easily accessible, cloud-hosted source for obtaining and using optimized models that run on advanced Dell hardware. For industries with strict data protection and security standards, on-premises ...

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GPU Optimization with Run:ai Atlas

Dell Products & Services White Papers

GPU Optimization with Run:ai Atlas

This technical white paper describes a solution and validated reference architecture for GPU resource allocation and scheduling using the Run:ai Atlas platform on Dell infrastructure.

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Model Deployments Made Easy by Dell Enterprise Hub on PowerEdge XE9680 with AMD MI300X

Blogs

Model Deployments Made Easy by Dell Enterprise Hub on PowerEdge XE9680 with AMD MI300X

Overview The Dell Enterprise Hub is a game changer for obtaining and using optimized models that run on the Dell PowerEdge XE9680 with AMD MI300X. The Dell Enterprise Hub (DEH) offers a curated set of models that have been thoughtfully packaged with the right software stack in partnership with Hugging ...

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Open Source RAG Made Easy by Dell Enterprise Hub

Blogs

Open Source RAG Made Easy by Dell Enterprise Hub

Beyond Pre-Trained LLMs: The Power of Retrieval-Augmented Generation (RAG) While pre-trained large language models (LLMs) excel at factual tasks after fine-tuning, their ability to access and update knowledge remains limited. This can hinder performance on tasks requiring deep understanding. Additionally, tracing the source of their responses is challenging. Enter Retrieval-Augmented ...

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REST API and Dell Technologies Storage - Unity

Blogs

REST API and Dell Technologies Storage - Unity

In this post, we will discuss how you can use manage Dell Unity storage using REST API. We will use the Postman tool during the entire blog series. Feel free to download and install in your system to follow along. The first post in this series provides more details about ...

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How to Integrate Prometheus and Grafana in Kubernetes to Monitor Systems, GPUs, and TGI Inferences

Blogs

How to Integrate Prometheus and Grafana in Kubernetes to Monitor Systems, GPUs, and TGI Inferences

Introduction Monitoring your Kubernetes cluster's performance, including system statistics, GPU metrics, and application-specific performance such as Hugging Face’s Text Generation Inference (TGI), is crucial for maintaining a healthy and efficient environment. Prometheus, an open-source monitoring system with a time-series database, and Grafana, a visualization platform, are popular tools for this ...

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APEX Job Management APIs – Pause and Resume Operations

Blogs

APEX Job Management APIs – Pause and Resume Operations

Welcome back to our APEX Job Management blog series! In our previous post, we explored the query APIs for the job - “ APEX Job Management APIs – Get Job Instances ”. Today, we will delve into two crucial operations “Pause” and “Resume ” . Let’s get started . Prerequisites ...

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Engineering High Performance: A Platform-Centric Operating Model with Dell Automation Platform

Blogs

Engineering High Performance: A Platform-Centric Operating Model with Dell Automation Platform

Executive summary High-performing enterprises have moved beyond the speed trap. Delivery performance is no longer constrained by deployment velocity, but by the cognitive load created by unmanaged variance. At scale, variance – not speed – is the primary source of delivery friction . As workloads expand across private cloud, edge ...

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Model Merging Made Easy by Dell Enterprise Hub

Blogs

Model Merging Made Easy by Dell Enterprise Hub

Beyond Open-Source LLMs: Tailoring Models for Your Needs The open-source LLM landscape is booming! But with so many options, choosing the right model can be overwhelming . What if you need a model with both domain-specific knowledge and diverse generation capabilities? Enter model merging, a powerful technique to unlock the ...

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Getting Started with REST API

Blogs

Getting Started with REST API

What is REST API? REST stands for Representational State Transfer, and it is an architectural style for building APIs, or application programming interfaces. JSON stands for JavaScript Object Notation, a lightweight format for storing and transmitting data between a server and a client application. REST and JSON are popular technologies ...

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Solution Guide—ClearML on Dell AI Factory

Dell Products & Services White Papers

Solution Guide—ClearML on Dell AI Factory

This solution guide describes ClearML deployed on Dell AI Factory, a structured approach for enterprises AI workloads at scale that unifies experiment tracking, pipeline orchestration, LLM workflows, and GPU resource management on‑premises AI infrastructure.

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REST API and Dell Technologies Storage - Introduction

Blogs

REST API and Dell Technologies Storage - Introduction

REST API with Dell Technologies What is REST? REST stands for Representational State Transfer. REST provides access to resources on a tree-like structure. In order to reference a resource (like a volume, an initiator group, etc ) we use a URI (Uniform Resource Identifier), which essentially looks like a path ...

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Automated Update and Translation of Prompts (AUTOP): Strategy for LLM Prompt Migration

Dell Products & Services White Papers

Automated Update and Translation of Prompts (AUTOP): Strategy for LLM Prompt Migration

This paper describes the automated update and translation of prompts (AUTOP) framework, its architecture, and recommended integration patterns and operational practices for enterprise adoption.

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More Compute, Fewer Watts: The PowerEdge R770 vs. the R760

Blogs

More Compute, Fewer Watts: The PowerEdge R770 vs. the R760

An analysis of the energy efficiency improvements of the 17th generation PowerEdge R770 compared to the 16th generation PowerEdge R760. Why Power Efficiency Matters AI workloads are pushing data center electricity demand into uncharted territory. The International Energy Agency now projects that global data center consumption will more than double ...

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An Edge Field Guide: Five Practical Principles for Successful Edge Deployment - White Paper

Dell Products & Services White Papers

An Edge Field Guide: Five Practical Principles for Successful Edge Deployment - White Paper

Success with edge technologies requires strategic planning, technical innovation, and educated risk-taking. This paper describes five key principles for successful edge technology deployments.

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Taming the Accelerator Cambrian Explosion with Omnia

Blogs

Taming the Accelerator Cambrian Explosion with Omnia

We are in the midst of a compute accelerator renaissance. Myriad new hardware accelerator companies are springing up with novel architectures and execution models for accelerating simulation and artificial intelligence (AI) workloads, each with a purported advantage over the others. Many are still in stealth, some have become public knowledge, ...

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Integrating Avesha's KubeSlice with Dell PowerFlex for Multi-Cluster Connectivity

Blogs

Integrating Avesha's KubeSlice with Dell PowerFlex for Multi-Cluster Connectivity

This blog is written as a joint effort between Ryan Wallner from Dell Technologies and Rob Croteau of Avesha. In today's rapidly evolving tech landscape, the ability to seamlessly connect and manage multiple Kubernetes clusters is paramount. This is whereAvesha's KubeSlicecomes into play, offering a robust solution for multi-cluster connectivity. ...

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KubeCon Musings: Dell @ KubeCon EU Amsterdam

Blogs

KubeCon Musings: Dell @ KubeCon EU Amsterdam

Dell recently attended KubeCon EU in Amsterdam I have the pleasure of joining the Dell team at the booth to talk about everything from Dell’s Container Storage Modules for Kubernetes to our validated stacks and future cloud offerings. We even had Alienware gaming computers and a full-blown podcast booth where ...

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So You'd Like an Easy Button for ML/DL...Look No Further Than Cnvrg.io on Dell

Blogs

So You'd Like an Easy Button for ML/DL...Look No Further Than Cnvrg.io on Dell

I consult with various customers on their AI/ML/DL needs while coming up with architectures, designs and solutions that are durable, scalable, flexible, efficient, performant, sensible and cost effective. After having seen perhaps 100 different opportunities I have some observations and yes suggestions on how to do things better. Firstly, there’s ...

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Power Demand Explosion: Why Data Centers Are Reshaping Energy Markets

Blogs

Power Demand Explosion: Why Data Centers Are Reshaping Energy Markets

AI is driving a power surge—data centers could use 10% of U.S. electricity by 2028. The digital transformation sweeping across industries is driving an unprecedented surge in energy demand. With artificial intelligence, cloud computing and edge compute expanding rapidly, data centers are projected to consume up to 12% of the ...

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Deploying the Llama 3.1 405b Model Using Dell Enterprise Hub

Blogs

Deploying the Llama 3.1 405b Model Using Dell Enterprise Hub

This blog is one in a series of three that shows how Dell Technologies and our partner AI ecosystem can help you to provision the most powerful open-source model available easily. In this series of blogs , we share information about the ease of deploying the Llama 3.1 405b model ...

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An Introduction to KubeVirt, Virtual Machines on Kubernetes – DevOps Dialogs Lightboard Series

Blogs

An Introduction to KubeVirt, Virtual Machines on Kubernetes – DevOps Dialogs Lightboard Series

>>>Embedded content: https://www.youtube.com/embed/JniNepFJHLs Kubernetes is the DeFacto standard when it comes to running cloud native applications for the enterprise. Many organizations are modernizing their development and build processes to run their applications in containers, but what does this mean for existing applications that are already running in virtual machines? Virtual ...

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Dell Federal 5G Solution Brochure

Briefs & Summaries

Dell Federal 5G Solution Brochure

Outlines a secure, Open RAN-compliant 5G network tailored for U.S. federal and DoD needs. It highlights private 5G benefits, hardware/software components, federal compliance, and use cases like military bases, autonomous systems, and battlefield operations.

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Dell RAN Software

Documents

Dell RAN Software

Details Dell's fully O-RAN compliant software for 5G networks. It highlights features like open interfaces, modular architecture, and advanced capabilities such as CU/DU separation, 256 QAM modulation, and support for up to 64 radio units.

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Dell Enterprise Hub just got even faster

Blogs

Dell Enterprise Hub just got even faster

The Dell Enterprise Hub (DEH) has a curated software stack and models that have been optimized and validated on Dell PowerEdge platforms. Over the past few months the Dell and Hugging Face teams have worked together to make the DEH optimized containers even faster. This blog shows what you can ...

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Simplifying AI at Scale: NIM Operator 2.0 on Dell AI Factory

Blogs

Simplifying AI at Scale: NIM Operator 2.0 on Dell AI Factory

The NIM Operator, developed by NVIDIA, is a powerful Kubernetes Operator designed to streamline the deployment, management, and scaling of NVIDIA NIM microservices on Kubernetes clusters. This tool makes it easier to handle AI inference pipelines, ensuring faster and more flexible generative AI development across various environments, from data centers ...

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Reflections on Monktoberfest 2022

Blogs

Reflections on Monktoberfest 2022

Monktoberfest is a perfect blend of season, community, food, and beer. For those wondering, Monktoberfest is a day and half of talks in the northeast city of Portland, Maine. Monktoberfest takes place during the fall season and blends unique talks, craft food and beer. The talks center around the crossroads ...

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Multicloud Kubernetes as a Service

Blogs

Multicloud Kubernetes as a Service

Digital Transformation is still on everyone's mind. Not surprisingly, organizations seek to improve developer agility in the hope that they can react faster to market changes. This is especially important in the current geopolitical and economic environment. Kubernetes is gaining more popularity as it helps shorten software’s time-to-market. Organizations that ...

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Model Selection Made Easy by Dell Enterprise Hub

Blogs

Model Selection Made Easy by Dell Enterprise Hub

With so many models available in Dell Enterprise Hub, which one should you use? Figure 1. Dell Enterprise Hub https://dell.huggingface.co In reality, there is no one model to rule them all. Even if there was one, it would be inefficient and ineffective to use the same model for all your ...

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AI Agents Made Easy by Dell Enterprise Hub

Blogs

AI Agents Made Easy by Dell Enterprise Hub

From Models to AI Agents: The Future of Intelligent Applications Our previous blogs explored model selection criteria and model merging for complex applications . Now, let's delve into the next level: AI Agents. AI Agents: Intelligent Collaboration AI agents are software programs that learn and act autonomously. They can work ...

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Dell Federal 5G Infographic

Documents

Dell Federal 5G Infographic

Showcases a secure, North American-built 5G solution for critical missions. It highlights intuitive orchestration, modular servers with L1 acceleration, n79 ORAN-compliant radios, and end-to-end ancillaries, ensuring seamless deployment and mission success.

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Design Guide—Optimize Machine Learning Through MLOps with Dell Technologies cnvrg.io

Dell Products & Services White Papers

Design Guide—Optimize Machine Learning Through MLOps with Dell Technologies cnvrg.io

This guide describes the Dell Validated Design for Machine Learning through MLOps with Dell Technologies and cnvrg.io. This validated design was developed in collaboration with cnvrg.io.

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Omnia: Open-source deployment of high-performance clusters to run simulation, AI, and data analytics workloads

Blogs

Omnia: Open-source deployment of high-performance clusters to run simulation, AI, and data analytics workloads

High Performance Computing (HPC), in which clusters of machines work together as one supercomputer, is changing the way we live and how we work. These clusters of CPU, memory, accelerators, and other resources help us forecast the weather and understand climate change, understand diseases, design new drugs and therapies, develop ...

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AI, Energy and the Future of Efficient Data Center Operations

Blogs

AI, Energy and the Future of Efficient Data Center Operations

Could AI help improve power use, enhance grid flexibility and streamline industrial processes? Rising AI workloads are expected to drive higher data center energy use, costs and emissions. Some experts even predict data center energy consumption could double by 2030 , placing added strain on already burdened power grids. As ...

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MAPLE: Masking PII in LLM Enterprise

Dell Products & Services White Papers

MAPLE: Masking PII in LLM Enterprise

MAPLE (MAsking PII in LLM Enterprise) is a vendor-neutral framework for measuring how effectively a personally identifiable information (PII) masking solution protects sensitive data as it flows through enterprise large language model (LLM) pipelines.

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Blockify for Data Orchestration Engine: Dramatically Improve DOE RAG Pipelines with Blockify

Dell Products & Services White Papers

Blockify for Data Orchestration Engine: Dramatically Improve DOE RAG Pipelines with Blockify

This document describes how Blockify integrated with Dell Data Orchestration Engine (DOE) and Data Search Engine (DSE) can dramatically improve RAG pipelines.

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Cloud native app development using Dell XPS 13 Plus Developer Edition and MicroK8s

Blogs

Cloud native app development using Dell XPS 13 Plus Developer Edition and MicroK8s

The Dell XPS 13 Plus Developer laptop is an ideal machine to use for local cloud-native app development with Kubernetes and I’m going to show you how to get started. Using MicroK8s is ideal for this use case, it’s a project from Canonical to enable lightweight single or multi-node Kubernetes ...

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Dell PowerMax: Ansible Modules Best Practices

Dell Products & Services White Papers

Dell PowerMax: Ansible Modules Best Practices

This document provides guidelines and tips for making use of the Ansible Modules for Dell PowerMax. Techniques and practices discussed in this paper are applicable to other Dell modules and Ansible in general.

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EKS Anywhere, Kubernetes protection at scale with Dell's PowerProtect Data Manager

Blogs

EKS Anywhere, Kubernetes protection at scale with Dell's PowerProtect Data Manager

This article is part of the EKS Anywhere series EKS Anywhere., extending the Hybrid cloud momentum This is one article that I cherished the most as the outcomes really inspire the highest degree of confidence for Kubernetes Day-2 operations. Also, a big shout-out to my colleague Raghava Jainoje from Dell’s ...

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APEX Job Management APIs – Get Job Instances

Blogs

APEX Job Management APIs – Get Job Instances

In this blog we will cover two REST APIs from APEX Job Management System for querying jobs. Before you begin : 1. APEX API access key and secret has been generated and is available. You can check “Creating & Managing Dell APEX API access key Id and secret” blog addressing ...

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What is Container Storage Interface (CSI) and how does Dell use it?

Blogs

What is Container Storage Interface (CSI) and how does Dell use it?

The container storage interface (CSI) is a specification aimed at providing an industry standard for how storage providers can interoperate with container orchestration (CO) systems. So, what does this mean? Before we dive in, a very brief bit of history will help paint the whole picture. We are going to ...

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OpenNebula

Briefs & Summaries

OpenNebula

OpenNebula is a hybrid cloud platform enabling enterprise-grade AI workloads with multi-tenancy, NVIDIA integrations, LLM support, and 5G edge AI processing. OpenNebula is a cloud management and orchestration platform designed with advanced features and integrations to build and operate enterprise-grade hybrid clouds that support multi-tenant AI Factories. It enables the ...

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What is Persistent Storage in Kubernetes? – DevOps Dialogs Lightboard Series

Blogs

What is Persistent Storage in Kubernetes? – DevOps Dialogs Lightboard Series

Persistent Storage in Kubernetes is provided by both the Persistent Volume and Persistent Volume Claim objects in the Kubernetes API (Application Program Interface) resources . Persistent volumes give applications a place to store data where the data remains protected beyond the lifecycles (failure, restart, reschedule...) of an individual container, pod, ...

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We Automate – So You Can Innovate: Unlocking Innovation with the Dell Automation Platform

Blogs

We Automate – So You Can Innovate: Unlocking Innovation with the Dell Automation Platform

At Dell Technologies World 2025, we didn’t just talk about the future of enterprise IT—we showed it in action. For those of us deep in the trenches of building labs, scaling real-world workloads, and integrating automation at every layer, this year’s announcements were more than marketing—they were a blueprint for ...

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Dell Enterprise Hub Inference Performance Optimizations Explained

Blogs

Dell Enterprise Hub Inference Performance Optimizations Explained

Introduction The Dell Enterprise Hub is a rapidly evolving ecosystem allowing Dell Customers to easily deploy models on-premises, optimized for Dell Hardware. But how do we optimize for Dell Servers? What are our optimization targets? And what is our approach to inference performance? Overview The AI industry is advancing rapidly, ...

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Improving Power Efficiency on Dell PowerEdge Servers using BIOS and iDRAC profiles

Data Center Sustainability

Improving Power Efficiency on Dell PowerEdge Servers using BIOS and iDRAC profiles

This paper shows how power‑efficient BIOS and iDRAC profiles help lower energy consumption on 17th generation PowerEdge servers and highlights power efficiency gains versus the previous 16th generation.

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Dell RAN RU DRU77440-1

Documents

Dell RAN RU DRU77440-1

Highlights a high-performance, O-RAN compliant 5G radio unit for the 3.5 GHz spectrum. It features 4T4R MIMO, 40W per antenna, Split 7.2a fronthaul, and energy-efficient design, ensuring seamless integration, scalability, and robust 5G coverage.

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Unlocking Developer Productivity with GitHub Copilot

Blogs

Unlocking Developer Productivity with GitHub Copilot

GitHub Copilot, the AI-powered coding assistant, has been making waves in the developer community for its ability to enhance productivity. A study published on the GitHub Blog revealed that developers using GitHub Copilot could complete tasks up to 55% faster. This impressive statistic is not just a number; it reflects ...

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LLM Local Container Repository Management with Dell Enterprise Hub

Podcasts

LLM Local Container Repository Management with Dell Enterprise Hub

The LLM Local Container Repository Management with Dell Enterprise Hub blog ( Optimizing Local Management of Dell Enterprise Hub Model Containers | Dell Technologies Info Hub ) highlights the challenges of managing and deploying increasingly large LLM container images within Kubernetes clusters. It proposes utilizing Open Container Initiative (OCI) compliant ...

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Dell RAN Accelerator Card

Documents

Dell RAN Accelerator Card

Details a high-performance Layer 1 accelerator card, developed with Marvell, for Open RAN networks. It enhances 5G efficiency with in-line Layer 1 processing, reducing CPU usage and power costs, featuring PCIe Gen5, 25GbE fronthaul, & advanced timing protocols.

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Securing Federal Networks: The Role of Private 5G and Wi-Fi

Dell Products & Services White Papers

Securing Federal Networks: The Role of Private 5G and Wi-Fi

Explores how Private 5G and Wi-Fi complement each other in federal and defense networks. It highlights their strengths, limitations, and use cases, emphasizing secure, scalable, and reliable connectivity for mission-critical operations, enhancing efficiency.

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Dell PowerMax: Ansible Modules Best Practices

Dell Products & Services White Papers

Dell PowerMax: Ansible Modules Best Practices

This document provides guidelines and tips for making use of the Ansible modules for Dell PowerMax. Techniques and practices discussed in this paper are applicable to other Dell modules and Ansible in general.

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Scaling AI: How Dell Technologies is Building a More Energy Efficient AI Ecosystem

Dell Products & Services White Papers

Scaling AI: How Dell Technologies is Building a More Energy Efficient AI Ecosystem

This paper outlines Dell Technologies’ commitments to embedding efficiency into our products and operations, how our AI-ready solutions support efficiency efforts across industries, and our vision for a more sustainable digital future.

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The Dell PowerEdge R7725 Delivers 3x the Performance per Watt of its Predecessor

Blogs

The Dell PowerEdge R7725 Delivers 3x the Performance per Watt of its Predecessor

An analysis of the energy efficiency improvements of the 17th generation PowerEdge R7725 compared to the 14th generation PowerEdge R7425 Introduction In the data center, raw performance only tells half the story. The other half is how much power it takes to deliver that performance. As energy costs rise and ...

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Hugging Face Model Deployments Made Easy by Dell Enterprise Hub

Blogs

Hugging Face Model Deployments Made Easy by Dell Enterprise Hub

Overview The Dell Enterprise Hub ( https://dell.huggingface.co/ ) is a game changer for obtaining and using optimized models that run on some of the latest and greatest Dell hardware. The Dell Enterprise Hub has a curated set of models that have been containerized with all the software dependencies optimized to ...

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Using Synthetic Data Generation to Fine Tune a model from the Dell Enterprise Hub

Blogs

Using Synthetic Data Generation to Fine Tune a model from the Dell Enterprise Hub

Background The Dell Enterprise Hub offered by Dell Technologies and Hugging Face enables faster time to value for on-premises AI solutions. It provides an easily accessible cloud-hosted source for obtaining and using optimized models that run on some of the latest and greatest Dell hardware. For industries that must comply ...

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Dell RAN Software brochure

Briefs & Summaries

Dell RAN Software brochure

Highlights a fully O-RAN compliant solution for scalable 5G networks. It details features like CU/DU separation, open interfaces, and advanced Layer 1 processing, ensuring interoperability, flexibility, and robust performance for federal 5G deployments.

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Federal Compliance - Dell Federal 5G Solution

Documents

Federal Compliance - Dell Federal 5G Solution

Outlines Dell's secure, mission-ready 5G solutions for U.S. federal agencies. It highlights compliance with DISA STIGs/SRGs, FIPS 140-2/3, Common Criteria, USGv6, and VPAT, ensuring robust cybersecurity and operational resilience.

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On the Fly Quantization with Dell Enterprise Hub

Blogs

On the Fly Quantization with Dell Enterprise Hub

Introduction As the performance of Large Language Models (LLMs) increases, so does the trend for larger model sizes. Figure one shows the acceleration in model development of popular open-source generative AI LLMs since 2017: Figure 1: Open-source LLM development acceleration ( infohub.delltechnologies.com ) This increase in model size results in ...

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From Lab to Production: Running Gemma 3 using Dell Enterprise Hub on OpenShift

Blogs

From Lab to Production: Running Gemma 3 using Dell Enterprise Hub on OpenShift

Executive summary As enterprises increasingly navigate complex regulatory landscapes and prioritize data sovereignty, the demand for powerful, secure, and scalable on-premises artificial intelligence (AI) solutions has become paramount. Google’s Gemma 3, the latest family of open-weight models, paired with Dell’s high-density PowerEdge XE9680 server, presents a compelling, enterprise-grade solution to ...

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What is GitOps? – DevOps Dialogs Lightboard Series

Blogs

What is GitOps? – DevOps Dialogs Lightboard Series

GitOps sounds and resembles terms like “DevOps,” so what is the difference and how are they related? GitOps is a form of DevOps and arguably a subset of DevOps. GitOps is focused on the tools and workflows that involve Git. Git is a version control utility widely used across the ...

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Dell Private Wireless Orchestrator

Documents

Dell Private Wireless Orchestrator

Highlights a cloud-native GUI for managing Dell Federal 5G networks. Hosted on Azure Government Cloud, it offers centralized orchestration, zero-touch provisioning, robust security, and real-time monitoring for mission-critical operations.

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Secure Federal Communications: The Need for Dedicated Private 5G Networks

Dell Products & Services White Papers

Secure Federal Communications: The Need for Dedicated Private 5G Networks

Discusses the need for dedicated private 5G networks for U.S. federal agencies and the DoD. It highlights deployment options, federal mandates, security, and cost considerations, emphasizing private 5G's role in secure, mission-critical communications.

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Introducing Dell Federal 5G: Secure Wireless for Critical Missions

Blogs

Introducing Dell Federal 5G: Secure Wireless for Critical Missions

For the United States government and the Department of Defense, secure and reliable communications are the backbone of mission success. From coordinating logistics on a naval base to enabling search and rescue operations, the ability to transmit sensitive information quickly and securely is paramount. Modern missions require a new level ...

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Scaling Edge Telemetric Near-Time Data Processing with Dell Streaming Solution

Blogs

Scaling Edge Telemetric Near-Time Data Processing with Dell Streaming Solution

Introduction In today’s fast-paced digital world, enterprise storage, servers, networks, and other IT infrastructure devices of Dell Technologies play a crucial role in maintaining smooth operations. These devices are configured to send telemetry and alert files, generating billions of messages daily from millions of edge-connected devices. This telemetric data is ...

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iDRAC10 Real-Time Telemetry in Action: Streaming Server, GPU, and OS Metrics to External Tools

Dell Products & Services White Papers

iDRAC10 Real-Time Telemetry in Action: Streaming Server, GPU, and OS Metrics to External Tools

This technical paper outlines Dell iDRAC’s support for Redfish Telemetry, including deployment examples for streaming server telemetry, operating system statistics, and GPU data. It demonstrates how to use Dell’s free iDRAC-Telemetry-Reference-Framework with InfluxDB and Grafana integration. Readers will learn how to enable iDRAC telemetry and build a real-time graphical dashboard to visualize server metrics.

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Dell Enterprise Hub Command Line Interface and Developer SDK Explained

Blogs

Dell Enterprise Hub Command Line Interface and Developer SDK Explained

Introduction As Artificial Intelligence (AI) capabilities grow more complex, evaluating and deploying optimized AI solutions is becoming increasingly challenging, posing questions such as: Will your existing infrastructure be able to run the latest Large Language Models? How quickly can you evaluate the latest open-source models? Dell Enterprise Hub Over the ...

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Simplifying Machine Learning with Omnia and Polyaxon

Blogs

Simplifying Machine Learning with Omnia and Polyaxon

Managing data science projects can be a nightmare Tracking data science projects can be a nightmare. Making sense of a sea of experiments, models that are all scattered across multiple workstations with no sense of order, different software environments, and other complexities create ever more hurdles to making sense of ...

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Solution Guide—JFrog for Dell AI Factory with NVIDIA

Dell Products & Services White Papers

Solution Guide—JFrog for Dell AI Factory with NVIDIA

This solution guide presents the JFrog Platform on Dell AI Factory as a validated design for the Dell Automation Platform, helping organizations securely deploy, scale, and govern enterprise AI with automated software supply chain and AI security tools.

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Enabling your Data Scientist with NVIDIA AI Workbench and NIMs

Blogs

Enabling your Data Scientist with NVIDIA AI Workbench and NIMs

Introduction Data scientists are key enablers in any modern organization. They use powerful tools to maximize the value of your data, including machine learning algorithms and working with generative artificial intelligence. However, a staggering 87% of AI projects do not make it to production. This is often due to the ...

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Monitoring Dell Enterprise Hub Model Training with TensorFlow TensorBoard

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Monitoring Dell Enterprise Hub Model Training with TensorFlow TensorBoard

Overview This blog explores how to deploy and configure TensorFlow TensorBoard to monitor and visualize model evaluation metrics in conjunction with Dell Enterprise Hub. Example TensorBoard visualizations of training evaluations with Dell Enterprise Hub. TensorBoard is a powerful visualization tool designed for machine learning workflows. Developed as part of the ...

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Model Plug and Play Made Easy by Dell Enterprise Hub

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Model Plug and Play Made Easy by Dell Enterprise Hub

Seamless Model Deployment and A/B Testing with Dell Enterprise Hub Dell Enterprise Hub simplifies model deployment—as detailed in our blog, Model Deployments Made Easy by Dell Enterprise Hub —and choosing the right model requires careful consideration—as discussed in our blog, Model Selection Made Easy by Dell Enterprise Hub . In ...

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An introduction to the 4 Cs of Cloud Native Security

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An introduction to the 4 Cs of Cloud Native Security

There is no shortage of complexity when it comes to building a platform based on Kubernetes. There are countless examples of DevOps and platform engineering teams who fall prey to easily misconfigured Kubernetes clusters and cloud-native technologies. Not to mention the challenge around security posture given the pace at which ...

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Dell’s Developer line turns 10! -- A decade of Project Sputnik & the lessons learned

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Dell’s Developer line turns 10! -- A decade of Project Sputnik & the lessons learned

10 years ago, Dell’s first developer system, the Ubuntu-based XPS 13 developer edition became available in the US and Canada. What made this product unique was not only that it had been developed out-of-process and by a team largely made up of volunteers, but it targeted a customer segment completely ...

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How to Combat Modern Cyber Threats with Integrated Endpoint Security & Manageability

Documents

How to Combat Modern Cyber Threats with Integrated Endpoint Security & Manageability

Check out the following links for more information: https://developer.dell.com/ | https://github.com/dell | https://www.dell.com/community/en/categories/developers | https://www.dell.com/en-us/learn/it-infrastructure/lp/devops/devops-solutions#tab0=0

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Dell Federal 5G Solution, Solution Brief

Briefs & Summaries

Dell Federal 5G Solution, Solution Brief

Highlights a secure, O-RAN compliant 5G network for U.S. government and DoD. It features private wireless orchestration, rugged servers, RAN software, and device interoperability, ensuring mission-critical connectivity and federal compliance.

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Creating & Managing Dell APEX API access key Id and secret

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Creating & Managing Dell APEX API access key Id and secret

Create API access key The following steps will help you to create an API access key: 1. Log in to the Dell Premier Portal. 2. Navigate to Administration à Access Keys . 3. Click on “Create Access Key.” 4. Provide the description (optional) and select the roles to be assigned. ...

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Dell Automation Platform Security Architecture and Zero-Trust Design - Security Solution Brief

Briefs & Summaries

Dell Automation Platform Security Architecture and Zero-Trust Design - Security Solution Brief

The platform delivers a secure automation foundation, based on zero-trust principles, for use in datacenter, cloud, and edge environments. It ensures continuous compliance and integrity through hardened blueprints, strong identity controls, and drift detection

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REST API and Dell Technologies Storage - PowerStore

Blogs

REST API and Dell Technologies Storage - PowerStore

Today we live in a world powered by REST APIs. And when it comes to REST APIs, Dell PowerStore is one of the best. Why? An important thing to understand is that PowerStore is a REST API-first system, which means all functionality that is exposed externally has been made available ...

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White Paper—Optimize Machine Learning Through MLOps with Dell Technologies and cnvrg.io

Dell Products & Services White Papers

White Paper—Optimize Machine Learning Through MLOps with Dell Technologies and cnvrg.io

This white paper defines MLOps, describes its purpose and increasing relevance for practitioners of machine learning and artificial intelligence, and details how organizations can use MLOps to optimize their machine learning deployments and bring prototypes in

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EKS Anywhere, extending the Hybrid cloud momentum

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EKS Anywhere, extending the Hybrid cloud momentum

This post is the launch pad to explore all the different posts on deployment of EKS Anywhere on Dell infrastructure. You can find links to all the other blog posts here. The code repository for the entire saga series can be located on thecloudgarage/eks-anywhere (github.com) . The repository consists of ...

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Integrated Edge Management in Smart Manufacturing - White Paper

Dell Products & Services White Papers

Integrated Edge Management in Smart Manufacturing - White Paper

As manufacturing enterprises embark on a smart manufacturing journey, this document provides practical advice for aligning an enterprise strategy with deployment of edge computing, as well as a methodology for the life cycle management of edge estates.

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Scale your Model Deployments with the Dell Enterprise Hub

Blogs

Scale your Model Deployments with the Dell Enterprise Hub

Overview The Dell Enterprise Hub ( https://dell.huggingface.co/ ) is a game changer for obtaining and using optimized models that run on some of the latest and greatest Dell hardware. The Dell Enterprise Hub has a curated set of models that have been deployed and validated on Dell Hardware. This blog ...

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LabLabee Enablement Platform

Briefs & Summaries

LabLabee Enablement Platform

AI-powered Telco labs that accelerate learning, testing, and innovation The LabLabee enablement platform provides a unique way to deliver on-demand, AI-powered real-world Telco labs for both learning and testing purposes. On the Learn side, LabLabee is the all-in-one engine for upskilling and reskilling. With Skill Tests, organizations can instantly gauge ...

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Dell Enterprise Hub Performance Enhancements

Podcasts

Dell Enterprise Hub Performance Enhancements

The Dell Enterprise Hub (DEH) optimized containers for large language models (LLMs) have received significant performance improvements. Extensive testing on various Dell servers and GPUs, using real-world datasets, measured improvements in metrics like token throughput and latency. Key optimizations included improved time to first token and inter-token latency. The enhancements, ...

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Support for Dell OpenManage Enterprise Power Manager

Blogs

Support for Dell OpenManage Enterprise Power Manager

Summary: Dell Technologies provides the capability to manage your PowerEdge servers & selected other devices power through OpenManage Enterprise Power Manager. Power Manager lets you view, measure, and control server power consumption and monitor server telemetry increase your infrastructure’s efficiency and performance.

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Let Robin Systems Cloud Native Be Your Containerized AI-as-a-Service Platform on Dell PE Servers

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Let Robin Systems Cloud Native Be Your Containerized AI-as-a-Service Platform on Dell PE Servers

Robin Systems has a most excellent platform that is well suited to simultaneously running a mix of workloads in a containerized environment. Containers offer isolation of varied software stacks. Kubernetes is the control plane that deploys the workloads across nodes and allows for scale-out, adaptive processing. Robin adds customizable templates ...

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REST API and Dell Technologies Storage - PowerMax

Blogs

REST API and Dell Technologies Storage - PowerMax

In this post, we will discuss how you can use the REST API to manage Dell PowerMax storage arrays. We will use the Postman tool during the entire blog series. Feel free to download and install in your system to follow along. The first post in this series provides more ...

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ClearML

Briefs & Summaries

ClearML

ClearML with Dell AI Factory provides an all-in-one CSP solution, with GPUaaS, AIaaS, billing, and multi-tenancy, for a complete out-of-the-box AI service solution. ClearML GPU-as-a-Service for Telecom, with Dell AI Factory, provides an all-in-one CSP solution, featuring on-demand, shared compute; AI-as-a-Service; billing; and secure multi-tenancy, delivering a complete out-of-the-box, revenue-generating, ...

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Accelerate environmental IT initiatives and achieve sustainability goals with Dell AIOps

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Accelerate environmental IT initiatives and achieve sustainability goals with Dell AIOps

Dell AIOps combines IT infrastructure energy and emissions tracking and forecasting with IT infrastructure analytics, so you can make informed decisions about consolidating workloads and refreshing technology for energy efficiency to reduce IT and carbon f

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Automate Machine Learning with H2O Driverless AI on Dell Infrastructure

Dell Products & Services White Papers

Automate Machine Learning with H2O Driverless AI on Dell Infrastructure

This technical white paper discusses the benefits of automated machine learning and the challenges of non-automated model development that it overcomes. The paper presents an overview of the H2O Driverless AI product from H2O.ai, along with a solution architec

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Dell XPS 13 Plus developer edition -- with Ubuntu 22.04 LTS pre-installed

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Dell XPS 13 Plus developer edition -- with Ubuntu 22.04 LTS pre-installed

Dell XPS 13 Plus developer edition -- with Ubuntu 22.04 LTS pre-installed A month ago the Dell XPS 13 Plus developer edition was recertified for Ubuntu 22.04 LTS. This meant that owners were able to self-install the latest LTS knowing that it had been thoroughly tested by Canonical on the ...

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Dell Enterprise Hub Command Line Utilities: A Technical Deep-Dive

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Dell Enterprise Hub Command Line Utilities: A Technical Deep-Dive

Introduction: Hidden Challenge of AI Deployments. The speed at which open-source Large Language Models (LLMs) are hitting the market is breathtaking, but for the enterprise, there can be massive gaps between downloading a model and generating the first token. Before deployments can begin you need to verify the compatibility of ...

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Multicloud Object Storage as a Service

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Multicloud Object Storage as a Service

As the use of cloud computing continues to grow, more and more organizations are adopting a multicloud strategy. This means that they are using multiple cloud providers, each with its own strengths and weaknesses. This can be a great way to get the best of both worlds, but it also ...

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Dell PowerEdge: Getting Started with Redfish Ansible Modules

Dell Products & Services White Papers

Dell PowerEdge: Getting Started with Redfish Ansible Modules

This white paper provides guidelines for getting started with Ansible and Redfish Ansible modules for PowerEdge systems. Techniques, practices, and the Ansible foundation described in this paper apply to other Dell Ansible modules and Ansible in general.

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Streamlining Unit Testing with GitHub Copilot: A Developer’s Guide – Spring Boot Java and Golang Application

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Streamlining Unit Testing with GitHub Copilot: A Developer’s Guide – Spring Boot Java and Golang Application

Unit testing is the backbone of robust software development. It ensures that the individual components of your codebase function correctly in isolation. However, writing comprehensive unit tests can be a labor-intensive task, especially when dealing with complex logic or large codebases. Enter GitHub Copilot – an AI-powered tool that promises ...

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Requesting Dell Identity JSON web token

Blogs

Requesting Dell Identity JSON web token

This blog will cover how to get Dell Identity JSON web token for access APEX Job Management APIs and other APIs. Before you begin 1. Retrieve your APEX API access key and secret at the “ Creating & Managing Dell APEX API access key Id and secret ” blog . ...

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Code Assistant Made Easy by Dell Enterprise Hub

Blogs

Code Assistant Made Easy by Dell Enterprise Hub

Overview With the rise of large language models (LLMs) as powerful code assistants, LLMs are proving to be invaluable tools for developers. Code, after all, is a language – a precise expression of intent understood by compilers and programs. Since LLMs excel at understanding and manipulating language, it's no wonder ...

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